{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Buy and Hold Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ffn\n",
    "import bt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Fake Index Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = ['foo','bar','rf']\n",
    "dates = pd.date_range(start='2017-01-01',end='2017-12-31', freq=pd.tseries.offsets.BDay())\n",
    "n = len(dates)\n",
    "rdf = pd.DataFrame(\n",
    "    np.zeros((n, len(names))),\n",
    "    index = dates,\n",
    "    columns = names\n",
    ")\n",
    "\n",
    "np.random.seed(1)\n",
    "rdf['foo'] = np.random.normal(loc = 0.1/n,scale=0.2/np.sqrt(n),size=n)\n",
    "rdf['bar'] = np.random.normal(loc = 0.04/n,scale=0.05/np.sqrt(n),size=n)\n",
    "rdf['rf'] = 0.\n",
    "\n",
    "pdf = 100*np.cumprod(1+rdf)\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# algo to fire on the beginning of every month and to run on the first date\n",
    "runMonthlyAlgo = bt.algos.RunMonthly(\n",
    "    run_on_first_date=True\n",
    ")\n",
    "\n",
    "# algo to set the weights\n",
    "#  it will only run when runMonthlyAlgo returns true\n",
    "#  which only happens on the first of every month\n",
    "weights = pd.Series([0.6,0.4,0.],index = rdf.columns)\n",
    "weighSpecifiedAlgo = bt.algos.WeighSpecified(**weights)\n",
    "\n",
    "# algo to rebalance the current weights to weights set by weighSpecified\n",
    "#  will only run when weighSpecifiedAlgo returns true\n",
    "#  which happens every time it runs\n",
    "rebalAlgo = bt.algos.Rebalance()\n",
    "\n",
    "# a strategy that rebalances monthly to specified weights\n",
    "strat = bt.Strategy('static',\n",
    "    [\n",
    "        runMonthlyAlgo,\n",
    "        weighSpecifiedAlgo,\n",
    "        rebalAlgo\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run Backtest\n",
    "\n",
    "Note: The logic of the strategy is seperate from the data used in the backtest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set integer_positions=False when positions are not required to be integers(round numbers)\n",
    "backtest = bt.Backtest(\n",
    "    strat,\n",
    "    pdf,\n",
    "    integer_positions=False\n",
    ")\n",
    "\n",
    "res = bt.run(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>static</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>start</th>\n",
       "      <td>2017-01-01 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end</th>\n",
       "      <td>2017-12-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_return</th>\n",
       "      <td>0.229372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cagr</th>\n",
       "      <td>0.231653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_drawdown</th>\n",
       "      <td>-0.069257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>calmar</th>\n",
       "      <td>3.344851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mtd</th>\n",
       "      <td>-0.000906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three_month</th>\n",
       "      <td>0.005975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six_month</th>\n",
       "      <td>0.142562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ytd</th>\n",
       "      <td>0.229372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>one_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ten_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incep</th>\n",
       "      <td>0.231653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_sharpe</th>\n",
       "      <td>1.804549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_sortino</th>\n",
       "      <td>3.306154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_mean</th>\n",
       "      <td>0.206762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_vol</th>\n",
       "      <td>0.114578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_skew</th>\n",
       "      <td>0.012208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_kurt</th>\n",
       "      <td>-0.04456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_day</th>\n",
       "      <td>0.020402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_day</th>\n",
       "      <td>-0.0201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_sharpe</th>\n",
       "      <td>2.806444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_sortino</th>\n",
       "      <td>15.352486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_mean</th>\n",
       "      <td>0.257101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_vol</th>\n",
       "      <td>0.091611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_skew</th>\n",
       "      <td>0.753881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_kurt</th>\n",
       "      <td>0.456278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_month</th>\n",
       "      <td>0.073657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_month</th>\n",
       "      <td>-0.014592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_sharpe</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_sortino</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_mean</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_vol</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_skew</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_kurt</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_year</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_drawdown</th>\n",
       "      <td>-0.016052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_drawdown_days</th>\n",
       "      <td>12.695652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_up_month</th>\n",
       "      <td>0.03246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_down_month</th>\n",
       "      <td>-0.008001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>win_year_perc</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>twelve_month_win_perc</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    static\n",
       "start                  2017-01-01 00:00:00\n",
       "end                    2017-12-29 00:00:00\n",
       "rf                                     0.0\n",
       "total_return                      0.229372\n",
       "cagr                              0.231653\n",
       "max_drawdown                     -0.069257\n",
       "calmar                            3.344851\n",
       "mtd                              -0.000906\n",
       "three_month                       0.005975\n",
       "six_month                         0.142562\n",
       "ytd                               0.229372\n",
       "one_year                               NaN\n",
       "three_year                             NaN\n",
       "five_year                              NaN\n",
       "ten_year                               NaN\n",
       "incep                             0.231653\n",
       "daily_sharpe                      1.804549\n",
       "daily_sortino                     3.306154\n",
       "daily_mean                        0.206762\n",
       "daily_vol                         0.114578\n",
       "daily_skew                        0.012208\n",
       "daily_kurt                        -0.04456\n",
       "best_day                          0.020402\n",
       "worst_day                          -0.0201\n",
       "monthly_sharpe                    2.806444\n",
       "monthly_sortino                  15.352486\n",
       "monthly_mean                      0.257101\n",
       "monthly_vol                       0.091611\n",
       "monthly_skew                      0.753881\n",
       "monthly_kurt                      0.456278\n",
       "best_month                        0.073657\n",
       "worst_month                      -0.014592\n",
       "yearly_sharpe                          NaN\n",
       "yearly_sortino                         NaN\n",
       "yearly_mean                            NaN\n",
       "yearly_vol                             NaN\n",
       "yearly_skew                            NaN\n",
       "yearly_kurt                            NaN\n",
       "best_year                              NaN\n",
       "worst_year                             NaN\n",
       "avg_drawdown                     -0.016052\n",
       "avg_drawdown_days                12.695652\n",
       "avg_up_month                       0.03246\n",
       "avg_down_month                   -0.008001\n",
       "win_year_perc                          NaN\n",
       "twelve_month_win_perc                  NaN"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>static</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>99.384719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>99.121677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>98.316364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                static\n",
       "2017-01-01  100.000000\n",
       "2017-01-02  100.000000\n",
       "2017-01-03   99.384719\n",
       "2017-01-04   99.121677\n",
       "2017-01-05   98.316364"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.prices.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 297,
       "width": 876
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.plot_security_weights()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strategy value over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 259,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "performanceStats = res['static']\n",
    "#performance stats is an ffn object\n",
    "res.backtest_list[0].strategy.values.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strategy Outlays\n",
    "\n",
    "Outlays are the total dollar amount spent(gained) by a purchase(sale) of securities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 395
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.backtest_list[0].strategy.outlays.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can get the change in number of shares purchased a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>foo</th>\n",
       "      <th>bar</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-02</th>\n",
       "      <td>5879.285683</td>\n",
       "      <td>3998.068018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-03</th>\n",
       "      <td>5879.285683</td>\n",
       "      <td>3998.068018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-04</th>\n",
       "      <td>5879.285683</td>\n",
       "      <td>3998.068018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-05</th>\n",
       "      <td>5879.285683</td>\n",
       "      <td>3998.068018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-25</th>\n",
       "      <td>5324.589093</td>\n",
       "      <td>4673.239436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26</th>\n",
       "      <td>5324.589093</td>\n",
       "      <td>4673.239436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27</th>\n",
       "      <td>5324.589093</td>\n",
       "      <td>4673.239436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28</th>\n",
       "      <td>5324.589093</td>\n",
       "      <td>4673.239436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>5324.589093</td>\n",
       "      <td>4673.239436</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>261 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    foo          bar\n",
       "2017-01-01     0.000000     0.000000\n",
       "2017-01-02  5879.285683  3998.068018\n",
       "2017-01-03  5879.285683  3998.068018\n",
       "2017-01-04  5879.285683  3998.068018\n",
       "2017-01-05  5879.285683  3998.068018\n",
       "...                 ...          ...\n",
       "2017-12-25  5324.589093  4673.239436\n",
       "2017-12-26  5324.589093  4673.239436\n",
       "2017-12-27  5324.589093  4673.239436\n",
       "2017-12-28  5324.589093  4673.239436\n",
       "2017-12-29  5324.589093  4673.239436\n",
       "\n",
       "[261 rows x 2 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "security_names = res.backtest_list[0].strategy.outlays.columns\n",
    "\n",
    "\n",
    "res.backtest_list[0].strategy.outlays/pdf.loc[:,security_names]\n",
    "res.backtest_list[0].positions.diff(1)\n",
    "res.backtest_list[0].positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
